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We examine the possibility that recent promising results in automatic caption generation are due primarily to language models. By varying image representation quality produced by a convolutional neu-ral network, we find that a state-of-the-art neural captioning algorithm is able to produce quality captions even when provided with surprisingly poor image… (More)